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Dimensional Reduction

Envelope methods

Overview
R. Dennis Cook
Published Online: Oct 03 2019
DOI:10.1002/wics.1484

Abstract Full article on Wiley Online Library:   HTML | PDF
Tensor decomposition for dimension reduction

Advanced Review
Su‐Yun Huang, Tzee‐Ming Huang, Yu‐Hsiang Cheng
Published Online: Jul 23 2019
DOI:10.1002/wics.1482

Abstract Full article on Wiley Online Library:   HTML | PDF
Multiple and multiway correspondence analysis

Advanced Review
Eric J. Beh, Rosaria Lombardo
Published Online: Apr 08 2019
DOI:10.1002/wics.1464

Abstract Full article on Wiley Online Library:   HTML | PDF
On sufficient dimension reduction for functional data: Inverse moment‐based methods

Advanced Review
Jun Song
Published Online: Mar 27 2019
DOI:10.1002/wics.1459

Abstract Full article on Wiley Online Library:   HTML | PDF
Distance‐based clustering of mixed data

Advanced Review
Michel van de Velden, Alfonso Iodice D'Enza, Angelos Markos
Published Online: Nov 05 2018
DOI:10.1002/wics.1456

Abstract Full article on Wiley Online Library:   HTML | PDF
Independent component analysis: A statistical perspective

Overview
Hannu Oja, Klaus Nordhausen
Published Online: Jun 27 2018
DOI:10.1002/wics.1440

Abstract Full article on Wiley Online Library:   HTML | PDF
A review on the generalization of sufficient dimension reduction methods with the additional information

Focus Article
Hung Hung, Henry Horng‐Shing Lu
Published Online: May 24 2017
DOI:10.1002/wics.1401

Abstract Full article on Wiley Online Library:   HTML | PDF
Data representation for time series data mining: time domain approaches

Focus Article
Seunghye J. Wilson
Published Online: Dec 25 2016
DOI:10.1002/wics.1392

Abstract Full article on Wiley Online Library:   HTML | PDF
Leveraging for big data regression

Focus Article
Ping Ma, Xiaoxiao Sun
Published Online: Sep 12 2014
DOI:10.1002/wics.1324

Abstract Full article on Wiley Online Library:   HTML | PDF
New developments for net‐effect plots

Focus Article
Xin Zhang
Published Online: Feb 07 2013
DOI:10.1002/wics.1247

Abstract Full article on Wiley Online Library:   HTML | PDF
Manifolds: a global setting for geometry and analysis, with or without coordinates

Focus Article
William M. Goldman
Published Online: Jul 16 2012
DOI:10.1002/wics.1220

Abstract Full article on Wiley Online Library:   HTML | PDF
Introduction to manifold learning

Overview
Alan Julian Izenman
Published Online: Jul 16 2012
DOI:10.1002/wics.1222

Abstract Full article on Wiley Online Library:   HTML | PDF
Biplots: the joy of singular value decomposition

Focus Article
Michael J. Greenacre
Published Online: Apr 06 2012
DOI:10.1002/wics.1200

Abstract Full article on Wiley Online Library:   HTML | PDF
STATIS and DISTATIS: optimum multitable principal component analysis and three way metric multidimensional scaling

Advanced Review
Hervé Abdi, Lynne J. Williams, Domininique Valentin, Mohammed Bennani‐Dosse
Published Online: Jan 05 2012
DOI:10.1002/wics.198

Abstract Full article on Wiley Online Library:   HTML | PDF
Procrustes methods

Focus Article
John C. Gower
Published Online: Jul 15 2010
DOI:10.1002/wics.107

Abstract Full article on Wiley Online Library:   HTML | PDF
Principal component analysis

Overview
Hervé Abdi, Lynne J. Williams
Published Online: Jul 15 2010
DOI:10.1002/wics.101

Abstract Full article on Wiley Online Library:   HTML | PDF

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